Glucose Forecasting on OhioT1DM PH = 60 minutes
23.48RMSE (PH=60min)TimesNet (2022)
Evaluation results
| Method | Links | |
|---|---|---|
| TimesNet (2022)Params=18,749k, Weighted Loss?=No2025.02 | 23.48 | |
| BG-BERT (2024)Params=2,091k, Weighted Loss?=Yes2025.02 | 23.67 | |
| GLIMMER(CNN-LSTM)Params=10k, Weighted Loss?=Yes2025.02 | 23.97 | |
| Informer (2021)Params=181k, Weighted Loss?=No2025.02 | 25.76 | |
| Gluformer (2023)Params=11,247k, Weighted Loss?=No2025.02 | 27.14 | |
| GLIMMER(Transformer)Params=50k, Weighted Loss?=Yes2025.02 | 27.96 | |
| Sequential-T (2025)Params=123k, Weighted Loss?=Yes2025.02 | 28.99 | |
| FedGlue (2024)Params=160k, Weighted Loss?=Yes2025.02 | 29.25 | |
| Transformer BaselineParams=50k, Weighted Loss?=No2025.02 | 30.08 | |
| FCNN (2022)Params=N/A, Weighted Loss?=No2025.02 | 31.07 | |
| CNN-LSTM BaselineParams=10k, Weighted Loss?=No2025.02 | 31.98 | |
| CRNN (2019)Params=N/A, Weighted Loss?=No2025.02 | 32.02 | |
| Bi-LSTM (2018)Params=N/A, Weighted Loss?=No2025.02 | 33.44 | |
| Cichosz et al. (2021)Params=N/A, Weighted Loss?=Yes2025.02 | 34.33 | |
| SVR-XGBoost (2025)Params=N/A, Weighted Loss?=Yes2025.02 | 35.94 |